AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Delayed semantic supervision as a practical outer training objective for usable test-time memory is supported, while leaving open how much of the benefit derives specifically from delay rather than general question-answering and answer-termination supervision.
Under realistic dark-protein deployment conditions where relational modalities are unavailable, ProtJEPA significantly outperforms naive concatenation of remaining modalities and cross-domain evaluations on drug–target interaction and disorder prediction confirm transfer beyond training modalities.
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